🤖 ML Stock Forecasting Report

TSLA Analysis

Generated on: 2026-02-18 20:31:07

🎯 Next Day Trading Recommendation

Action: BUY

Expected Return: 0.95%

Raw DA: 88.5% (Buy & Hold baseline: 51.4%)

📊 Next Day Price Predictions & Recommendations

next_day_predictions

📊 Executive Summary

This comprehensive ML analysis of TSLA achieves a best raw directional accuracy of 88.5% (vs Buy & Hold baseline of 0.0%).

📈 Model Performance Metrics

Model RMSE MAE Directional Accuracy
LINEAR 0.0333 0.0200 84.4%
RF 0.0216 0.0151 85.6%
XGB 0.0188 0.0127 88.5%
GBR 0.0194 0.0129 86.8%
ELASTICNET 0.0278 0.0206 73.7%
EXTRATREES 0.0207 0.0143 85.6%
SGD 0.0460 0.0265 78.2%

📊 Model Comparison & Error Analysis

model_comparison

📊 Strategy Performance Analysis

strategy_performance

📊 Prediction Stability & Agreement

prediction_stability

📊 Feature Analysis & Correlations

feature_analysis

🎯 Conclusions & Recommendations

⚠️ Disclaimer

This analysis is for informational purposes only and should not be considered as financial advice. Past performance does not guarantee future results. Always conduct your own research and consult with qualified financial advisors before making investment decisions.